{
 "nbformat": 4,
 "nbformat_minor": 0,
 "metadata": {
  "colab": {
   "provenance": [],
   "authorship_tag": "ABX9TyPJ0yeKiuGHJFdmAGX+ukV4"
  },
  "kernelspec": {
   "name": "python3",
   "language": "python",
   "display_name": "Python 3 (ipykernel)"
  },
  "language_info": {
   "name": "python"
  },
  "accelerator": "GPU",
  "gpuClass": "premium"
 },
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [],
   "source": [
    "# !pip install -r requirements.txt"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:35:01.905296300Z",
     "start_time": "2023-11-09T02:35:01.403052900Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [
    "from comet import COMET\n",
    "from models.encoder import FTClassifier\n",
    "# import datautils\n",
    "from tasks.fine_tuning import finetune_fit\n",
    "from tasks.fine_tuning import finetune_predict\n",
    "from tasks.linear_evaluation import eval_classification\n",
    "from dataloading.ad_preprocessing import load_ad\n",
    "from config_files.AD_Configs import Config as Configs\n",
    "\n",
    "import os\n",
    "import torch\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import torch.nn as nn\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "import copy\n",
    "import sklearn\n",
    "from utils import plot_channels\n",
    "from utils import process_batch_ts\n",
    "from utils import split_data_label\n",
    "from utils import start_logging\n",
    "from utils import stop_logging\n",
    "from utils import seed_everything\n",
    "\n",
    "from datetime import datetime"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:35:01.920926500Z",
     "start_time": "2023-11-09T02:35:01.654602Z"
    }
   }
  },
  {
   "cell_type": "code",
   "source": [
    "configs = Configs()\n",
    "RANDOM_SEED = configs.RANDOM_SEED\n",
    "\n",
    "# Autoload the modified python file\n",
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "# Ignore warnings\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ],
   "metadata": {
    "id": "T5Qnm0ILMZJQ",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1676328072870,
     "user_tz": 300,
     "elapsed": 46,
     "user": {
      "displayName": "Lucian",
      "userId": "17113640720459928730"
     }
    },
    "ExecuteTime": {
     "end_time": "2023-11-09T02:35:02.102295400Z",
     "start_time": "2023-11-09T02:35:01.842412500Z"
    }
   },
   "execution_count": 15,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### Specify saving and logging directory"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [],
   "source": [
    "working_directory = configs.working_directory\n",
    "dataset_save_path = working_directory\n",
    "if not os.path.exists(working_directory):\n",
    "    os.makedirs(working_directory)\n",
    "\n",
    "logging_directory = configs.logging_directory\n",
    "if not os.path.exists(logging_directory):\n",
    "    os.makedirs(logging_directory)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:35:02.278596700Z",
     "start_time": "2023-11-09T02:35:02.067331100Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "#### Load and preprocessing data"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "source": [
    "data_path = \"datasets/AD/Feature/\"\n",
    "label_path = \"datasets/AD/Label/label.npy\"\n",
    "val_ids = [17,18]  # specify patient ID for validation and test set\n",
    "test_ids = [19,20]\n",
    "X_trial_train, X_trial_val, X_trial_test, y_trial_train, y_trial_val, y_trial_test = load_ad(val_ids, test_ids, data_path, label_path)\n",
    "print(X_trial_train.shape)\n",
    "print(y_trial_train.shape)\n",
    "print(X_trial_val.shape)\n",
    "print(y_trial_val.shape)\n",
    "print(X_trial_test.shape)\n",
    "print(y_trial_test.shape)"
   ],
   "metadata": {
    "id": "SFlMhpSe5IWB",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "status": "ok",
     "timestamp": 1676328080495,
     "user_tz": 300,
     "elapsed": 6758,
     "user": {
      "displayName": "Lucian",
      "userId": "17113640720459928730"
     }
    },
    "outputId": "c395125c-ce87-4d3d-a1da-e771028212b3",
    "ExecuteTime": {
     "end_time": "2023-11-09T02:35:03.036742900Z",
     "start_time": "2023-11-09T02:35:02.278596700Z"
    }
   },
   "execution_count": 17,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Validation subjects:  [17, 18]\n",
      "Test subjects:  [19, 20]\n",
      "(481, 1280, 16)\n",
      "(481, 2)\n",
      "(99, 1280, 16)\n",
      "(99, 2)\n",
      "(83, 1280, 16)\n",
      "(83, 2)\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(481, 1280, 16)\n",
      "(99, 1280, 16)\n",
      "(83, 1280, 16)\n"
     ]
    }
   ],
   "source": [
    "# normalize data\n",
    "X_trial_train = process_batch_ts(X_trial_train, normalized=True, bandpass_filter=False)\n",
    "X_trial_val = process_batch_ts(X_trial_val, normalized=True, bandpass_filter=False)\n",
    "X_trial_test = process_batch_ts(X_trial_test, normalized=True, bandpass_filter=False)\n",
    "print(X_trial_train.shape)\n",
    "print(X_trial_val.shape)\n",
    "print(X_trial_test.shape)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:35:03.569229500Z",
     "start_time": "2023-11-09T02:35:02.862963700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4329, 256, 16)\n",
      "(891, 256, 16)\n",
      "(747, 256, 16)\n",
      "(4329, 3)\n",
      "(891, 3)\n",
      "(747, 3)\n"
     ]
    }
   ],
   "source": [
    "# Split trail-level data into sample-level data\n",
    "X_train, y_train = split_data_label(X_trial_train,y_trial_train, sample_timestamps=configs.S_TIMESTAMPS, overlapping=configs.S_OVERLAPPING)\n",
    "X_val, y_val = split_data_label(X_trial_val,y_trial_val, sample_timestamps=configs.S_TIMESTAMPS, overlapping=configs.S_OVERLAPPING)\n",
    "X_test, y_test = split_data_label(X_trial_test,y_trial_test, sample_timestamps=configs.S_TIMESTAMPS, overlapping=configs.S_OVERLAPPING)\n",
    "print(X_train.shape)\n",
    "print(X_val.shape)\n",
    "print(X_test.shape)\n",
    "print(y_train.shape)\n",
    "print(y_val.shape)\n",
    "print(y_test.shape)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:35:03.969197400Z",
     "start_time": "2023-11-09T02:35:03.569229500Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x800 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot first sample, first four channels\n",
    "plot_channels(1, X_train[0][:,:4])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:35:04.375923800Z",
     "start_time": "2023-11-09T02:35:03.969197400Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Train model"
   ],
   "metadata": {
    "id": "Gzsn8WX82O5c"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The program will run on cuda!\n"
     ]
    }
   ],
   "source": [
    "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
    "print(f\"The program will run on {device}!\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:35:04.569609300Z",
     "start_time": "2023-11-09T02:35:04.329058300Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### Callback functions"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [],
   "source": [
    "def pretrain_callback(model, loss):\n",
    "    n = model.n_epochs\n",
    "    metrics_dict = {}\n",
    "    if n % 1 == 0:\n",
    "        metrics_dict = eval_classification(model, X_train, y_train[:, 0], X_val, y_val[:, 0], fraction=1)\n",
    "        print(metrics_dict)\n",
    "        model.save(f\"{working_directory}seed{RANDOM_SEED}_pretrain_model.pt\")\n",
    "    return metrics_dict['F1']"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:35:04.758668200Z",
     "start_time": "2023-11-09T02:35:04.569609300Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [],
   "source": [
    "def finetune_callback(model, f1, fraction=1.0):\n",
    "    n = model.n_epochs\n",
    "    if model.n_epochs == 1:\n",
    "        model.finetune_f1 = f1\n",
    "        torch.save(model.state_dict(), f\"{working_directory}seed{RANDOM_SEED}_max_f1_{fraction}_finetune_model.pt\")\n",
    "    # control the saving frequency\n",
    "    if n % 1 == 0:\n",
    "        if f1 > model.finetune_f1:\n",
    "            model.finetune_f1 = f1\n",
    "            torch.save(model.state_dict(), f\"{working_directory}seed{RANDOM_SEED}_max_f1_{fraction}_finetune_model.pt\")\n",
    "    return finetune_callback"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:35:04.947506400Z",
     "start_time": "2023-11-09T02:35:04.758668200Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Self-Supervised"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "source": [
    "start_time = datetime.now()\n",
    "# Train a COMET model\n",
    "seed_everything(RANDOM_SEED)\n",
    "model = COMET(\n",
    "    input_dims=configs.input_dims,\n",
    "    device=device,\n",
    "    lr=configs.pretrain_lr,\n",
    "    depth=configs.depth,\n",
    "    batch_size=configs.pretrain_batch_size,\n",
    "    output_dims=configs.output_dims,\n",
    "    flag_use_multi_gpu=configs.flag_use_multi_gpu,\n",
    "    after_epoch_callback=pretrain_callback,\n",
    ")\n",
    "\n",
    "epoch_loss_list, epoch_f1_list = model.fit(\n",
    "    X_train,\n",
    "    y_train,\n",
    "    shuffle_function = configs.shuffle_function,\n",
    "    verbose=configs.verbose,\n",
    "    n_epochs=configs.n_epochs,\n",
    "    masks = configs.masks,\n",
    "    factors = configs.factors\n",
    ")\n",
    "\n",
    "end_time = datetime.now()\n",
    "print(f'Duration: {end_time - start_time}')"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "27wjLpD237VR",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1675656463615,
     "user_tz": 300,
     "elapsed": 262193,
     "user": {
      "displayName": "Lucian",
      "userId": "17113640720459928730"
     }
    },
    "outputId": "cc4d88e7-1cfe-4bb5-d642-cbd3a879d335",
    "ExecuteTime": {
     "end_time": "2023-11-09T02:36:10.310784300Z",
     "start_time": "2023-11-09T02:35:04.947506400Z"
    }
   },
   "execution_count": 24,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch #1: loss=23.406947665744358\n",
      "{'Accuracy': 0.7328843995510662, 'Precision': 0.7613698242821538, 'Recall': 0.7611346516007533, 'F1': 0.7328840630825817, 'AUROC': 0.8850387110274116, 'AUPRC': 0.8827737962452518}\n",
      "Epoch #2: loss=18.723302629258896\n",
      "{'Accuracy': 0.7182940516273849, 'Precision': 0.7543140638481449, 'Recall': 0.7497881355932203, 'F1': 0.7181790343982852, 'AUROC': 0.889061519146265, 'AUPRC': 0.8869289042707622}\n",
      "Epoch #3: loss=16.123984495798748\n",
      "{'Accuracy': 0.7025813692480359, 'Precision': 0.7438502673796792, 'Recall': 0.7361581920903955, 'F1': 0.7022438116423975, 'AUROC': 0.8864197530864197, 'AUPRC': 0.8849283498044764}\n",
      "Epoch #4: loss=14.717041015625\n",
      "{'Accuracy': 0.6958473625140292, 'Precision': 0.7443918547055586, 'Recall': 0.7322975517890773, 'F1': 0.6951038266546288, 'AUROC': 0.8848765432098765, 'AUPRC': 0.8843151926568873}\n",
      "Epoch #5: loss=13.914489852057564\n",
      "{'Accuracy': 0.6936026936026936, 'Precision': 0.7419400110071546, 'Recall': 0.7299670433145009, 'F1': 0.6928536703937773, 'AUROC': 0.8848817744297971, 'AUPRC': 0.884591903965991}\n",
      "Epoch #6: loss=13.445373111300999\n",
      "{'Accuracy': 0.6902356902356902, 'Precision': 0.7436136272366248, 'Recall': 0.7284839924670433, 'F1': 0.689135755026091, 'AUROC': 0.8869376438585479, 'AUPRC': 0.8863963931375443}\n",
      "Epoch #7: loss=13.16494533750746\n",
      "{'Accuracy': 0.6947250280583613, 'Precision': 0.7449312933216887, 'Recall': 0.7318032015065914, 'F1': 0.6938732202225164, 'AUROC': 0.8903065494873406, 'AUPRC': 0.8889310957300214}\n",
      "Epoch #8: loss=12.984106646643745\n",
      "{'Accuracy': 0.6947250280583613, 'Precision': 0.7461303913959418, 'Recall': 0.7322504708097929, 'F1': 0.6937989589124173, 'AUROC': 0.8937120736555764, 'AUPRC': 0.8919235268333179}\n",
      "Epoch #9: loss=12.867685635884603\n",
      "{'Accuracy': 0.6947250280583613, 'Precision': 0.7449312933216887, 'Recall': 0.7318032015065914, 'F1': 0.6938732202225164, 'AUROC': 0.8974419334588826, 'AUPRC': 0.8950281630691368}\n",
      "Epoch #10: loss=12.79554107454088\n",
      "{'Accuracy': 0.6980920314253648, 'Precision': 0.7480268023711488, 'Recall': 0.7350753295668551, 'F1': 0.6972851793145693, 'AUROC': 0.9010933249633816, 'AUPRC': 0.8979241135475038}\n",
      "Epoch #11: loss=12.733764171600342\n",
      "{'Accuracy': 0.7070707070707071, 'Precision': 0.751984126984127, 'Recall': 0.7421610169491526, 'F1': 0.7065917220235054, 'AUROC': 0.904483155471856, 'AUPRC': 0.9011742579768494}\n",
      "Epoch #12: loss=12.668035136328804\n",
      "{'Accuracy': 0.7205387205387206, 'Precision': 0.7608983110977328, 'Recall': 0.7539077212806027, 'F1': 0.7203005528205193, 'AUROC': 0.9075120318058172, 'AUPRC': 0.9038777054983418}\n",
      "Epoch #13: loss=12.632711622450087\n",
      "{'Accuracy': 0.7295173961840629, 'Precision': 0.7661777394305436, 'Recall': 0.7614406779661017, 'F1': 0.7294069613146881, 'AUROC': 0.9094842017158401, 'AUPRC': 0.905918762879538}\n",
      "Epoch #14: loss=12.600629541609022\n",
      "{'Accuracy': 0.7351290684624018, 'Precision': 0.7695213171724021, 'Recall': 0.7661487758945387, 'F1': 0.7350726711955975, 'AUROC': 0.9113674408872149, 'AUPRC': 0.907977353340714}\n",
      "Epoch #15: loss=12.570922639634874\n",
      "{'Accuracy': 0.7373737373737373, 'Precision': 0.7718813570096626, 'Recall': 0.7684792843691148, 'F1': 0.7373178180498721, 'AUROC': 0.9126543209876543, 'AUPRC': 0.909534487069862}\n",
      "Epoch #16: loss=12.539532396528456\n",
      "{'Accuracy': 0.7384960718294051, 'Precision': 0.7725519146504096, 'Recall': 0.7694209039548023, 'F1': 0.7384486297098409, 'AUROC': 0.9142603055032434, 'AUPRC': 0.9111439688946295}\n",
      "Epoch #17: loss=12.502985000610352\n",
      "{'Accuracy': 0.7441077441077442, 'Precision': 0.7769230769230769, 'Recall': 0.7745762711864407, 'F1': 0.7440816326530613, 'AUROC': 0.9154948734044779, 'AUPRC': 0.9124910166627214}\n",
      "Epoch #18: loss=12.473421043819851\n",
      "{'Accuracy': 0.7441077441077442, 'Precision': 0.7769230769230769, 'Recall': 0.7745762711864407, 'F1': 0.7440816326530613, 'AUROC': 0.9152071563088513, 'AUPRC': 0.9123343989948223}\n",
      "Epoch #19: loss=12.450301700168186\n",
      "{'Accuracy': 0.745230078563412, 'Precision': 0.7786031159228941, 'Recall': 0.7759651600753296, 'F1': 0.7451979828189388, 'AUROC': 0.9146264908976773, 'AUPRC': 0.9116517391073818}\n",
      "Epoch #20: loss=12.43371327718099\n",
      "{'Accuracy': 0.7441077441077442, 'Precision': 0.7769230769230769, 'Recall': 0.7745762711864407, 'F1': 0.7440816326530613, 'AUROC': 0.9139882820673781, 'AUPRC': 0.9109130074193345}\n",
      "Epoch #21: loss=12.407283306121826\n",
      "{'Accuracy': 0.7429854096520763, 'Precision': 0.7742638007764416, 'Recall': 0.7727401129943503, 'F1': 0.7429737543223172, 'AUROC': 0.9129368068633605, 'AUPRC': 0.9097965185607014}\n",
      "Epoch #22: loss=12.396535290612114\n",
      "{'Accuracy': 0.7429854096520763, 'Precision': 0.7732936049564213, 'Recall': 0.7722928436911488, 'F1': 0.7429802296360213, 'AUROC': 0.9120318058171166, 'AUPRC': 0.9087895680061566}\n",
      "Epoch #23: loss=12.37478526433309\n",
      "{'Accuracy': 0.745230078563412, 'Precision': 0.7737288135593221, 'Recall': 0.7737288135593221, 'F1': 0.745230078563412, 'AUROC': 0.9107606193764386, 'AUPRC': 0.9074592112611106}\n",
      "Epoch #24: loss=12.365704748365614\n",
      "{'Accuracy': 0.7485970819304153, 'Precision': 0.7758264462809917, 'Recall': 0.7765536723163842, 'F1': 0.7485942318157084, 'AUROC': 0.9092592592592592, 'AUPRC': 0.9060195635391859}\n",
      "Epoch #25: loss=12.346501986185709\n",
      "{'Accuracy': 0.7485970819304153, 'Precision': 0.7749127558727017, 'Recall': 0.7761064030131827, 'F1': 0.748589164785553, 'AUROC': 0.9083281021134129, 'AUPRC': 0.9054898342554327}\n",
      "Epoch #26: loss=12.333021216922337\n",
      "{'Accuracy': 0.7485970819304153, 'Precision': 0.7758264462809917, 'Recall': 0.7765536723163842, 'F1': 0.7485942318157084, 'AUROC': 0.9074544883866917, 'AUPRC': 0.9047458087518196}\n",
      "Epoch #27: loss=12.317000177171495\n",
      "{'Accuracy': 0.7497194163860831, 'Precision': 0.7765289738724275, 'Recall': 0.7774952919020717, 'F1': 0.7497143720909727, 'AUROC': 0.9068319732161539, 'AUPRC': 0.9042331383369049}\n",
      "Epoch #28: loss=12.308130688137478\n",
      "{'Accuracy': 0.7463524130190797, 'Precision': 0.7725923225167978, 'Recall': 0.7737758945386064, 'F1': 0.7463444251854241, 'AUROC': 0.9065651810002092, 'AUPRC': 0.9039444242066634}\n",
      "Epoch #29: loss=12.297912014855278\n",
      "{'Accuracy': 0.7474747474747475, 'Precision': 0.7733021077283373, 'Recall': 0.7747175141242938, 'F1': 0.7474632957315345, 'AUROC': 0.9063193136639464, 'AUPRC': 0.9037831480199203}\n",
      "Epoch #30: loss=12.275792121887207\n",
      "{'Accuracy': 0.755331088664422, 'Precision': 0.7774651162790698, 'Recall': 0.7808615819209039, 'F1': 0.7552617254830809, 'AUROC': 0.9060734463276836, 'AUPRC': 0.9036280118960563}\n",
      "Epoch #31: loss=12.254822731018066\n",
      "{'Accuracy': 0.755331088664422, 'Precision': 0.7774651162790698, 'Recall': 0.7808615819209039, 'F1': 0.7552617254830809, 'AUROC': 0.9054770872567482, 'AUPRC': 0.9031439385001727}\n",
      "Epoch #32: loss=12.235554271274143\n",
      "{'Accuracy': 0.7564534231200898, 'Precision': 0.7781940714728361, 'Recall': 0.7818032015065913, 'F1': 0.756374862183021, 'AUROC': 0.9052207574806445, 'AUPRC': 0.9029502212581397}\n",
      "Epoch #33: loss=12.218508031633165\n",
      "{'Accuracy': 0.7586980920314254, 'Precision': 0.7796574770258982, 'Recall': 0.7836864406779661, 'F1': 0.7585995712973359, 'AUROC': 0.9049435028248587, 'AUPRC': 0.9028652676750113}\n",
      "Epoch #34: loss=12.191836304134792\n",
      "{'Accuracy': 0.7519640852974186, 'Precision': 0.772765246449457, 'Recall': 0.7766949152542373, 'F1': 0.7518628151474941, 'AUROC': 0.9049487340447793, 'AUPRC': 0.9029036275175488}\n",
      "Epoch #35: loss=12.169616540273031\n",
      "{'Accuracy': 0.755331088664422, 'Precision': 0.7749884205650763, 'Recall': 0.7795197740112995, 'F1': 0.7551950998185117, 'AUROC': 0.9046505545093115, 'AUPRC': 0.9027131934571615}\n",
      "Epoch #36: loss=12.123514175415039\n",
      "{'Accuracy': 0.7542087542087542, 'Precision': 0.774245545370275, 'Recall': 0.7785781544256121, 'F1': 0.7540848489125763, 'AUROC': 0.9039914207993304, 'AUPRC': 0.9021275949562773}\n",
      "Epoch #37: loss=12.078866746690538\n",
      "{'Accuracy': 0.755331088664422, 'Precision': 0.7758003174472295, 'Recall': 0.779967043314501, 'F1': 0.7552197802197802, 'AUROC': 0.9029190207156309, 'AUPRC': 0.9011093306574307}\n",
      "Epoch #38: loss=12.026105033026802\n",
      "{'Accuracy': 0.755331088664422, 'Precision': 0.7758003174472295, 'Recall': 0.779967043314501, 'F1': 0.7552197802197802, 'AUROC': 0.9019250889307386, 'AUPRC': 0.9000960033374599}\n",
      "Epoch #39: loss=11.954155021243626\n",
      "{'Accuracy': 0.7564534231200898, 'Precision': 0.7765398084251725, 'Recall': 0.7809086629001883, 'F1': 0.7563306493791282, 'AUROC': 0.9006486712701401, 'AUPRC': 0.8989438480260503}\n",
      "Epoch #40: loss=11.863360087076822\n",
      "{'Accuracy': 0.7575757575757576, 'Precision': 0.7764797187557821, 'Recall': 0.7814030131826741, 'F1': 0.7574141112646089, 'AUROC': 0.8990740740740741, 'AUPRC': 0.8973893876236975}\n",
      "Epoch #41: loss=11.734496381547716\n",
      "{'Accuracy': 0.7586980920314254, 'Precision': 0.776445390653055, 'Recall': 0.78189736346516, 'F1': 0.7584924452064725, 'AUROC': 0.8977976564134758, 'AUPRC': 0.8960352043913633}\n",
      "Epoch #42: loss=11.585069179534912\n",
      "{'Accuracy': 0.7609427609427609, 'Precision': 0.7787308264505207, 'Recall': 0.7842278719397364, 'F1': 0.7607390271115286, 'AUROC': 0.8969763548859593, 'AUPRC': 0.8952451767122371}\n",
      "Epoch #43: loss=11.427881770663792\n",
      "{'Accuracy': 0.7620650953984287, 'Precision': 0.779485049833887, 'Recall': 0.7851694915254237, 'F1': 0.7618464052287582, 'AUROC': 0.8960190416405106, 'AUPRC': 0.8942251342254439}\n",
      "Epoch #44: loss=11.272554238637289\n",
      "{'Accuracy': 0.7586980920314254, 'Precision': 0.7741759028260602, 'Recall': 0.7805555555555556, 'F1': 0.7583864429525122, 'AUROC': 0.8948577108181628, 'AUPRC': 0.8930651458248424}\n",
      "Epoch #45: loss=11.152219984266493\n",
      "{'Accuracy': 0.7620650953984287, 'Precision': 0.7764955083707636, 'Recall': 0.7833804143126177, 'F1': 0.761697381966452, 'AUROC': 0.8933458882611425, 'AUPRC': 0.8917126657387711}\n",
      "Epoch #46: loss=11.049490027957493\n",
      "{'Accuracy': 0.7609427609427609, 'Precision': 0.7742923542662603, 'Recall': 0.7815442561205272, 'F1': 0.7605071444165278, 'AUROC': 0.891766059845156, 'AUPRC': 0.8901778534003193}\n",
      "Epoch #47: loss=10.951924006144205\n",
      "{'Accuracy': 0.7620650953984287, 'Precision': 0.7750779387493123, 'Recall': 0.7824858757062146, 'F1': 0.761608359836438, 'AUROC': 0.89062565390249, 'AUPRC': 0.8891631861007873}\n",
      "Epoch #48: loss=10.872550858391655\n",
      "{'Accuracy': 0.7676767676767676, 'Precision': 0.7790371439608026, 'Recall': 0.7871939736346516, 'F1': 0.7671088270018751, 'AUROC': 0.8896683406570413, 'AUPRC': 0.8882924127195241}\n",
      "Epoch #49: loss=10.820224497053358\n",
      "{'Accuracy': 0.7699214365881033, 'Precision': 0.778713237529643, 'Recall': 0.7877354048964218, 'F1': 0.7691350987200084, 'AUROC': 0.8888784264490479, 'AUPRC': 0.8875665803246711}\n",
      "Epoch #50: loss=10.746704949273003\n",
      "{'Accuracy': 0.7665544332210998, 'Precision': 0.7750184890635923, 'Recall': 0.7840160075329567, 'F1': 0.765725496541402, 'AUROC': 0.8881774429797027, 'AUPRC': 0.8870246503332273}\n",
      "Epoch #51: loss=10.699614630805122\n",
      "{'Accuracy': 0.7699214365881033, 'Precision': 0.7768999666184488, 'Recall': 0.7863935969868173, 'F1': 0.7689423503858868, 'AUROC': 0.8879681941828834, 'AUPRC': 0.8867724485797845}\n",
      "Epoch #52: loss=10.646786000993517\n",
      "{'Accuracy': 0.7755331088664422, 'Precision': 0.7810965630114566, 'Recall': 0.7911016949152543, 'F1': 0.7744052502050861, 'AUROC': 0.8885802469135802, 'AUPRC': 0.8873207625946054}\n",
      "Epoch #53: loss=10.591188907623291\n",
      "{'Accuracy': 0.7811447811447811, 'Precision': 0.7853545548131851, 'Recall': 0.7958097928436911, 'F1': 0.7798625796160186, 'AUROC': 0.8892707679430844, 'AUPRC': 0.8879525795568787}\n",
      "Epoch #54: loss=10.55109167098999\n",
      "{'Accuracy': 0.7833894500561167, 'Precision': 0.7870756192301871, 'Recall': 0.7976930320150659, 'F1': 0.7820441810385803, 'AUROC': 0.8893963172211758, 'AUPRC': 0.8879761095781407}\n",
      "Epoch #55: loss=10.488683064778646\n",
      "{'Accuracy': 0.7878787878787878, 'Precision': 0.7895763403792071, 'Recall': 0.8005649717514125, 'F1': 0.7862406178241349, 'AUROC': 0.8903745553463067, 'AUPRC': 0.8889340257616962}\n",
      "Epoch #56: loss=10.462315612369114\n",
      "{'Accuracy': 0.7934904601571269, 'Precision': 0.7940382134795227, 'Recall': 0.8052730696798494, 'F1': 0.7916827617053286, 'AUROC': 0.891347562251517, 'AUPRC': 0.889998298168457}\n",
      "Epoch #57: loss=10.414381874932182\n",
      "{'Accuracy': 0.797979797979798, 'Precision': 0.7980878722225022, 'Recall': 0.8094868173258004, 'F1': 0.7961243542285319, 'AUROC': 0.8921845574387948, 'AUPRC': 0.8910441187422828}\n",
      "Epoch #58: loss=10.381859249538845\n",
      "{'Accuracy': 0.797979797979798, 'Precision': 0.7972442531921112, 'Recall': 0.8085922787193973, 'F1': 0.7959438139345514, 'AUROC': 0.8925925925925925, 'AUPRC': 0.8915490513060731}\n",
      "Epoch #59: loss=10.33573653962877\n",
      "{'Accuracy': 0.8002244668911336, 'Precision': 0.7986936405697178, 'Recall': 0.8100282485875707, 'F1': 0.7980240234733176, 'AUROC': 0.8931575643440051, 'AUPRC': 0.8921680353692499}\n",
      "Epoch #60: loss=10.300988939073351\n",
      "{'Accuracy': 0.7991021324354658, 'Precision': 0.7966432021944996, 'Recall': 0.8077448210922786, 'F1': 0.7966420027617793, 'AUROC': 0.8935446746181209, 'AUPRC': 0.8926821286257391}\n",
      "Epoch #61: loss=10.270343462626139\n",
      "{'Accuracy': 0.8024691358024691, 'Precision': 0.7994930131665238, 'Recall': 0.8105696798493409, 'F1': 0.7998979175173541, 'AUROC': 0.8935185185185185, 'AUPRC': 0.8927825365925708}\n",
      "Epoch #62: loss=10.21572075949775\n",
      "{'Accuracy': 0.8058361391694725, 'Precision': 0.8023727085520471, 'Recall': 0.813394538606403, 'F1': 0.8031542719953005, 'AUROC': 0.8938062356141452, 'AUPRC': 0.8932366446911981}\n",
      "Epoch #63: loss=10.208051999409994\n",
      "{'Accuracy': 0.8035914702581369, 'Precision': 0.7995090016366613, 'Recall': 0.8101694915254237, 'F1': 0.8006627316972145, 'AUROC': 0.8937800795145427, 'AUPRC': 0.8934390513355686}\n",
      "Epoch #64: loss=10.147624227735731\n",
      "{'Accuracy': 0.8058361391694725, 'Precision': 0.80119382306541, 'Recall': 0.811605461393597, 'F1': 0.802718929220042, 'AUROC': 0.8939474785519983, 'AUPRC': 0.8936488696035085}\n",
      "Epoch #65: loss=10.125645160675049\n",
      "{'Accuracy': 0.8114478114478114, 'Precision': 0.8061936013125512, 'Recall': 0.8163135593220339, 'F1': 0.8081395348837209, 'AUROC': 0.8945804561623771, 'AUPRC': 0.8944880045010777}\n",
      "Epoch #66: loss=10.084648344251844\n",
      "{'Accuracy': 0.8125701459034792, 'Precision': 0.8074415308291991, 'Recall': 0.8177024482109227, 'F1': 0.8093385014575392, 'AUROC': 0.8955063820883031, 'AUPRC': 0.8955895234327274}\n",
      "Epoch #67: loss=10.056418630811903\n",
      "{'Accuracy': 0.8148148148148148, 'Precision': 0.8092381386861314, 'Recall': 0.819138418079096, 'F1': 0.811393735062176, 'AUROC': 0.8969711236660389, 'AUPRC': 0.8972312516954013}\n",
      "Epoch #68: loss=10.014423264397514\n",
      "{'Accuracy': 0.819304152637486, 'Precision': 0.8133515747152111, 'Recall': 0.8229048964218455, 'F1': 0.8157352875061816, 'AUROC': 0.8980749110692614, 'AUPRC': 0.8984166679835521}\n",
      "Epoch #69: loss=9.977610376146105\n",
      "{'Accuracy': 0.8249158249158249, 'Precision': 0.8184368635437882, 'Recall': 0.827165725047081, 'F1': 0.8210474817179936, 'AUROC': 0.8991368487131199, 'AUPRC': 0.8997323261266092}\n",
      "Epoch #70: loss=9.944080776638454\n",
      "{'Accuracy': 0.8282828282828283, 'Precision': 0.8216481913949765, 'Recall': 0.8299905838041431, 'F1': 0.824309050488127, 'AUROC': 0.9002197112366603, 'AUPRC': 0.9009436547132181}\n",
      "Epoch #71: loss=9.909471087985569\n",
      "{'Accuracy': 0.8294051627384961, 'Precision': 0.8227272727272728, 'Recall': 0.8309322033898305, 'F1': 0.8253968253968255, 'AUROC': 0.9019983260096254, 'AUPRC': 0.9028733231651519}\n",
      "Epoch #72: loss=9.87208334604899\n",
      "{'Accuracy': 0.8316498316498316, 'Precision': 0.8248986303608452, 'Recall': 0.8328154425612053, 'F1': 0.8275733055352001, 'AUROC': 0.9036880100439424, 'AUPRC': 0.9046810836944911}\n",
      "Epoch #73: loss=9.82307243347168\n",
      "{'Accuracy': 0.835016835016835, 'Precision': 0.8281892583120205, 'Recall': 0.8356403013182674, 'F1': 0.8308404829771104, 'AUROC': 0.9057804980121364, 'AUPRC': 0.9068960515988909}\n",
      "Epoch #74: loss=9.787367873721653\n",
      "{'Accuracy': 0.8395061728395061, 'Precision': 0.8326086956521739, 'Recall': 0.8389595103578155, 'F1': 0.8350779546057614, 'AUROC': 0.9071249215317011, 'AUPRC': 0.9082942040755926}\n",
      "Epoch #75: loss=9.749363528357613\n",
      "{'Accuracy': 0.8428731762065096, 'Precision': 0.8360222795955523, 'Recall': 0.8417843691148776, 'F1': 0.8383526850507983, 'AUROC': 0.9088930738648253, 'AUPRC': 0.9101475499378531}\n",
      "Epoch #76: loss=9.710082001156277\n",
      "{'Accuracy': 0.8428731762065096, 'Precision': 0.836048454469507, 'Recall': 0.8408898305084747, 'F1': 0.8380992430613962, 'AUROC': 0.9104833647206529, 'AUPRC': 0.9118398601306542}\n",
      "Epoch #77: loss=9.674338393741184\n",
      "{'Accuracy': 0.8439955106621774, 'Precision': 0.837184614116095, 'Recall': 0.8422787193973635, 'F1': 0.8393192843066153, 'AUROC': 0.9116551579828416, 'AUPRC': 0.913026788949843}\n",
      "Epoch #78: loss=9.634671952989367\n",
      "{'Accuracy': 0.8451178451178452, 'Precision': 0.8383458646616542, 'Recall': 0.8432203389830508, 'F1': 0.8404121110176619, 'AUROC': 0.9132349863988283, 'AUPRC': 0.9146145938435033}\n",
      "Epoch #79: loss=9.596752060784233\n",
      "{'Accuracy': 0.8484848484848485, 'Precision': 0.8418604651162791, 'Recall': 0.846045197740113, 'F1': 0.8436933512660079, 'AUROC': 0.9148095835948944, 'AUPRC': 0.9162477417224486}\n",
      "Epoch #80: loss=9.555323918660482\n",
      "{'Accuracy': 0.8529741863075196, 'Precision': 0.8464651162790697, 'Recall': 0.8507062146892655, 'F1': 0.8483246593766447, 'AUROC': 0.9163161749319941, 'AUPRC': 0.9177251523035745}\n",
      "Epoch #81: loss=9.519786569807264\n",
      "{'Accuracy': 0.8507295173961841, 'Precision': 0.8441627906976744, 'Recall': 0.8483757062146893, 'F1': 0.8460090053213263, 'AUROC': 0.9176135174722746, 'AUPRC': 0.9190259961409161}\n",
      "Epoch #82: loss=9.487838162316216\n",
      "{'Accuracy': 0.8540965207631874, 'Precision': 0.8476504721811355, 'Recall': 0.8516478342749529, 'F1': 0.8494212409260146, 'AUROC': 0.9187800795145429, 'AUPRC': 0.9201803139234803}\n",
      "Epoch #83: loss=9.449101977878147\n",
      "{'Accuracy': 0.8552188552188552, 'Precision': 0.8487674418604652, 'Recall': 0.8530367231638418, 'F1': 0.8506403134319631, 'AUROC': 0.9191305712492154, 'AUPRC': 0.9205089718386359}\n",
      "Epoch #84: loss=9.418208758036295\n",
      "{'Accuracy': 0.8552188552188552, 'Precision': 0.8487674418604652, 'Recall': 0.8530367231638418, 'F1': 0.8506403134319631, 'AUROC': 0.919580456162377, 'AUPRC': 0.9209340260605223}\n",
      "Epoch #85: loss=9.385109424591064\n",
      "{'Accuracy': 0.8585858585858586, 'Precision': 0.8524459200083001, 'Recall': 0.8554143126177025, 'F1': 0.853812698578051, 'AUROC': 0.9198681732580039, 'AUPRC': 0.9211510727987502}\n",
      "Epoch #86: loss=9.361958980560303\n",
      "{'Accuracy': 0.8608305274971941, 'Precision': 0.8551619158829784, 'Recall': 0.8564030131826742, 'F1': 0.855763506668477, 'AUROC': 0.9199884913161749, 'AUPRC': 0.9212720053276606}\n",
      "Epoch #87: loss=9.33572620815701\n",
      "{'Accuracy': 0.8630751964085297, 'Precision': 0.8574843088600204, 'Recall': 0.8587335216572505, 'F1': 0.8580899017222112, 'AUROC': 0.9203912952500523, 'AUPRC': 0.9216617823430475}\n",
      "Epoch #88: loss=9.31156333287557\n",
      "{'Accuracy': 0.8597081930415263, 'Precision': 0.8540805785123967, 'Recall': 0.8550141242937853, 'F1': 0.8545366920174439, 'AUROC': 0.9205534630675873, 'AUPRC': 0.92178794264155}\n",
      "Epoch #89: loss=9.291579776340061\n",
      "{'Accuracy': 0.8597081930415263, 'Precision': 0.8542518162337323, 'Recall': 0.8545668549905838, 'F1': 0.854408148699118, 'AUROC': 0.9204802259887006, 'AUPRC': 0.9217121001605844}\n",
      "Epoch #90: loss=9.265783309936523\n",
      "{'Accuracy': 0.8641975308641975, 'Precision': 0.859103713322303, 'Recall': 0.8587806026365349, 'F1': 0.8589409614325321, 'AUROC': 0.9207731743042478, 'AUPRC': 0.9219250286051037}\n",
      "Epoch #91: loss=9.24284134970771\n",
      "{'Accuracy': 0.8597081930415263, 'Precision': 0.8548586293882698, 'Recall': 0.8532250470809792, 'F1': 0.8540119674140293, 'AUROC': 0.9209876543209877, 'AUPRC': 0.9221103764796628}\n",
      "Epoch #92: loss=9.219465414683023\n",
      "{'Accuracy': 0.8597081930415263, 'Precision': 0.8553418803418803, 'Recall': 0.8523305084745763, 'F1': 0.8537389639400064, 'AUROC': 0.9211812094580456, 'AUPRC': 0.9222497331856079}\n",
      "Epoch #93: loss=9.19530200958252\n",
      "{'Accuracy': 0.8597081930415263, 'Precision': 0.8558892397016443, 'Recall': 0.8514359698681733, 'F1': 0.8534587678036906, 'AUROC': 0.9217304875496966, 'AUPRC': 0.9227358740756632}\n",
      "Epoch #94: loss=9.171932962205675\n",
      "{'Accuracy': 0.8619528619528619, 'Precision': 0.8585523172479694, 'Recall': 0.853319209039548, 'F1': 0.8556628933799562, 'AUROC': 0.9225308641975309, 'AUPRC': 0.9235279591628416}\n",
      "Epoch #95: loss=9.150488270653618\n",
      "{'Accuracy': 0.8619528619528619, 'Precision': 0.8585523172479694, 'Recall': 0.853319209039548, 'F1': 0.8556628933799562, 'AUROC': 0.9235300272023437, 'AUPRC': 0.924498663560009}\n",
      "Epoch #96: loss=9.131314171685112\n",
      "{'Accuracy': 0.8653198653198653, 'Precision': 0.8622613834445814, 'Recall': 0.8565913370998117, 'F1': 0.8591141001855287, 'AUROC': 0.924816907302783, 'AUPRC': 0.9257999402809923}\n",
      "Epoch #97: loss=9.109953456454807\n",
      "{'Accuracy': 0.867564534231201, 'Precision': 0.8646289485991241, 'Recall': 0.8589218455743879, 'F1': 0.86146219851577, 'AUROC': 0.9260305503243356, 'AUPRC': 0.9269055509797205}\n",
      "Epoch #98: loss=9.098912980821398\n",
      "{'Accuracy': 0.8653198653198653, 'Precision': 0.8625970664365832, 'Recall': 0.8561440677966101, 'F1': 0.858974358974359, 'AUROC': 0.9274586733626282, 'AUPRC': 0.9283334764025466}\n",
      "Epoch #99: loss=9.048803912268745\n",
      "{'Accuracy': 0.8641975308641975, 'Precision': 0.8609173435260391, 'Recall': 0.8556497175141242, 'F1': 0.8580098382030462, 'AUROC': 0.9290175768989328, 'AUPRC': 0.9299000325528783}\n",
      "Duration: 0:08:56.450086\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1, figsize=(8, 8))\n",
    "plt.subplot(121)\n",
    "plt.plot(epoch_loss_list)\n",
    "plt.title('Loss')\n",
    "plt.subplot(122)\n",
    "plt.plot(epoch_f1_list)\n",
    "plt.title('Accuracy')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:36:10.785911900Z",
     "start_time": "2023-11-09T02:36:10.263917300Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Linear evaluation"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "source": [
    "start_time = datetime.now()\n",
    "seed_everything(RANDOM_SEED)\n",
    "pretrain_model = COMET(\n",
    "    input_dims=configs.input_dims,\n",
    "    device=device,\n",
    "    lr=configs.pretrain_lr,\n",
    "    depth=configs.depth,\n",
    "    batch_size=configs.pretrain_batch_size,\n",
    "    output_dims=configs.output_dims,\n",
    "    flag_use_multi_gpu=configs.flag_use_multi_gpu,\n",
    "    after_epoch_callback=pretrain_callback,\n",
    ")\n",
    "\n",
    "pretrain_model.load(f\"{working_directory}seed{RANDOM_SEED}_pretrain_model.pt\")\n",
    "\n",
    "start_logging(RANDOM_SEED, logging_directory)\n",
    "val_metrics_dict = eval_classification(pretrain_model, X_train, y_train[:, 0], X_val, y_val[:, 0])\n",
    "print(\"Linear evaluation for validation set\\n\",val_metrics_dict)\n",
    "test_metrics_dict = eval_classification(pretrain_model, X_train, y_train[:, 0], X_test, y_test[:, 0])\n",
    "print(\"Linear evaluation for test set\\n\",test_metrics_dict)\n",
    "print()\n",
    "stop_logging()"
   ],
   "metadata": {
    "id": "1nZhs42So9i5",
    "executionInfo": {
     "status": "ok",
     "timestamp": 1676328695263,
     "user_tz": 300,
     "elapsed": 151,
     "user": {
      "displayName": "Lucian",
      "userId": "17113640720459928730"
     }
    },
    "ExecuteTime": {
     "end_time": "2023-11-09T02:36:12.384162700Z",
     "start_time": "2023-11-09T02:36:10.770265300Z"
    }
   },
   "execution_count": 26,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear evaluation for validation set\n",
      " {'Accuracy': 0.8641975308641975, 'Precision': 0.8609173435260391, 'Recall': 0.8556497175141242, 'F1': 0.8580098382030462, 'AUROC': 0.9290175768989328, 'AUPRC': 0.9299000325528783}\n"
     ]
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Full fine-tuning"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "outputs": [
    {
     "data": {
      "text/plain": "<All keys matched successfully>"
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seed_everything(RANDOM_SEED)\n",
    "finetune_model = FTClassifier(input_dims=configs.input_dims, output_dims=configs.output_dims, depth=configs.depth, p_output_dims=configs.num_classes, device=device, flag_use_multi_gpu=configs.flag_use_multi_gpu)\n",
    "finetune_model.net.load_state_dict(torch.load(f\"{working_directory}seed{RANDOM_SEED}_pretrain_model.pt\"))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:36:12.619992800Z",
     "start_time": "2023-11-09T02:36:12.368890200Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "outputs": [],
   "source": [
    "seed_everything(RANDOM_SEED)\n",
    "epoch_loss_list, epoch_f1_list = finetune_fit(finetune_model, X_train, y_train[:, 0], X_val, y_val[:, 0], batch_size=configs.finetune_batch_size_100, finetune_epochs=configs.finetune_epochs_100, num_classes=configs.num_classes, finetune_lr=configs.finetune_lr_100, fraction=configs.fraction_100, device=device, callback=finetune_callback)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:38:31.621606700Z",
     "start_time": "2023-11-09T02:36:12.629009600Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "outputs": [],
   "source": [
    "finetune_model.load_state_dict(torch.load(f\"{working_directory}seed{RANDOM_SEED}_max_f1_{configs.fraction_100}_finetune_model.pt\"))\n",
    "start_logging(RANDOM_SEED, logging_directory)\n",
    "print(f\"Finetune for {configs.fraction_100} fraction of validation set\")\n",
    "finetune_predict(finetune_model, X_val, y_val[:,0])\n",
    "print(f\"Finetune for {configs.fraction_100} fraction of test set\")\n",
    "finetune_predict(finetune_model, X_test, y_test[:,0])\n",
    "print()\n",
    "stop_logging()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:38:32.396519900Z",
     "start_time": "2023-11-09T02:38:31.621606700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1, figsize=(8, 8))\n",
    "plt.subplot(121)\n",
    "plt.plot(epoch_loss_list)\n",
    "plt.title('Loss')\n",
    "plt.subplot(122)\n",
    "plt.plot(epoch_f1_list)\n",
    "plt.title('Accuracy')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:38:32.834496600Z",
     "start_time": "2023-11-09T02:38:32.396519900Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Semi-supervised"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 10% label"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "outputs": [
    {
     "data": {
      "text/plain": "<All keys matched successfully>"
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seed_everything(RANDOM_SEED)\n",
    "finetune_model = FTClassifier(input_dims=configs.input_dims, output_dims=configs.output_dims, depth=configs.depth, p_output_dims=configs.num_classes, device=device, flag_use_multi_gpu=configs.flag_use_multi_gpu)\n",
    "finetune_model.net.load_state_dict(torch.load(f\"{working_directory}seed{RANDOM_SEED}_pretrain_model.pt\"))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:38:33.163219500Z",
     "start_time": "2023-11-09T02:38:32.834496600Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [],
   "source": [
    "seed_everything(RANDOM_SEED)\n",
    "epoch_loss_list, epoch_f1_list = finetune_fit(finetune_model, X_train, y_train[:, 0], X_val, y_val[:, 0], batch_size=configs.finetune_batch_size_10,finetune_epochs=configs.finetune_epochs_10, num_classes=configs.num_classes, finetune_lr=configs.finetune_lr_10, fraction=configs.fraction_10, device=device, callback=finetune_callback)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:39:10.549066700Z",
     "start_time": "2023-11-09T02:38:33.158459600Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "outputs": [],
   "source": [
    "finetune_model.load_state_dict(torch.load(f\"{working_directory}seed{RANDOM_SEED}_max_f1_{configs.fraction_10}_finetune_model.pt\"))\n",
    "start_logging(RANDOM_SEED, logging_directory)\n",
    "print(f\"Finetune for {configs.fraction_10} fraction of validation set\")\n",
    "finetune_predict(finetune_model, X_val, y_val[:,0])\n",
    "print(f\"Finetune for {configs.fraction_10} fraction of test set\")\n",
    "finetune_predict(finetune_model, X_test, y_test[:,0])\n",
    "print()\n",
    "stop_logging()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:39:11.209845900Z",
     "start_time": "2023-11-09T02:39:10.549066700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1, figsize=(8, 8))\n",
    "plt.subplot(121)\n",
    "plt.plot(epoch_loss_list)\n",
    "plt.title('Loss')\n",
    "plt.subplot(122)\n",
    "plt.plot(epoch_f1_list)\n",
    "plt.title('Accuracy')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:39:11.665719100Z",
     "start_time": "2023-11-09T02:39:11.209845900Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 1% label"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "outputs": [
    {
     "data": {
      "text/plain": "<All keys matched successfully>"
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seed_everything(RANDOM_SEED)\n",
    "finetune_model = FTClassifier(input_dims=configs.input_dims, output_dims=configs.output_dims, depth=configs.depth, p_output_dims=configs.num_classes, device=device, flag_use_multi_gpu=configs.flag_use_multi_gpu)\n",
    "finetune_model.net.load_state_dict(torch.load(f\"{working_directory}seed{RANDOM_SEED}_pretrain_model.pt\"))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:39:11.948221500Z",
     "start_time": "2023-11-09T02:39:11.665719100Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "outputs": [],
   "source": [
    "seed_everything(RANDOM_SEED)\n",
    "epoch_loss_list, epoch_f1_list = finetune_fit(finetune_model, X_train, y_train[:, 0], X_val, y_val[:, 0], batch_size=configs.finetune_batch_size_1,finetune_epochs=configs.finetune_epochs_1, num_classes=configs.num_classes, finetune_lr=configs.finetune_lr_1, fraction=configs.fraction_1, device=device, callback=finetune_callback)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:39:29.896383Z",
     "start_time": "2023-11-09T02:39:11.932603700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "outputs": [],
   "source": [
    "finetune_model.load_state_dict(torch.load(f\"{working_directory}seed{RANDOM_SEED}_max_f1_{configs.fraction_1}_finetune_model.pt\"))\n",
    "start_logging(RANDOM_SEED, logging_directory)\n",
    "print(f\"Finetune for {configs.fraction_1} fraction of validation set\")\n",
    "finetune_predict(finetune_model, X_val, y_val[:,0])\n",
    "print(f\"Finetune for {configs.fraction_1} fraction of test set\")\n",
    "finetune_predict(finetune_model, X_test, y_test[:,0])\n",
    "print()\n",
    "stop_logging()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:39:30.459776100Z",
     "start_time": "2023-11-09T02:39:29.896383Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1, figsize=(8, 8))\n",
    "plt.subplot(121)\n",
    "plt.plot(epoch_loss_list)\n",
    "plt.title('Loss')\n",
    "plt.subplot(122)\n",
    "plt.plot(epoch_f1_list)\n",
    "plt.title('Accuracy')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:39:30.904193900Z",
     "start_time": "2023-11-09T02:39:30.459776100Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "outputs": [],
   "source": [
    "end_time = datetime.now()\n",
    "print(f'Duration: {end_time - start_time}')"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:39:31.095064300Z",
     "start_time": "2023-11-09T02:39:30.872558700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-09T02:39:31.108070700Z",
     "start_time": "2023-11-09T02:39:31.095064300Z"
    }
   }
  }
 ]
}
